{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2fed7cd9-8811-458f-ba9a-7bcd7d0ba88b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "84b4c69c-9be7-4229-88b9-334fa250c2c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Product Title</th>\n",
       "      <th>Product Price</th>\n",
       "      <th>Product Rating</th>\n",
       "      <th>Product Review</th>\n",
       "      <th>Product Feature</th>\n",
       "      <th>Brand</th>\n",
       "      <th>Processor</th>\n",
       "      <th>RAM</th>\n",
       "      <th>OS</th>\n",
       "      <th>Storage</th>\n",
       "      <th>Display</th>\n",
       "      <th>Warranty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Primebook Wifi MT8183 - (4 GB/64 GB EMMC Stora...</td>\n",
       "      <td>8990.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>773 Ratings &amp; 207 Reviews</td>\n",
       "      <td>MediaTek MT8183 Processor4 GB LPDDR4 RAMAndroi...</td>\n",
       "      <td>Primebook</td>\n",
       "      <td>MediaTek MT8183 Processor</td>\n",
       "      <td>4 GB LPDDR4 RAM</td>\n",
       "      <td>Android Operating System</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.46 cm (11.6 Inch) Display</td>\n",
       "      <td>1 Year Pick and Drop Warranty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ASUS TUF Gaming F15 - AI Powered Gaming Core i...</td>\n",
       "      <td>51990.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1,768 Ratings &amp; 177 Reviews</td>\n",
       "      <td>Intel Core i5 Processor (11th Gen)8 GB DDR4 RA...</td>\n",
       "      <td>ASUS</td>\n",
       "      <td>Intel Core i5 Processor</td>\n",
       "      <td>(11th Gen)8 GB DDR4 RAM</td>\n",
       "      <td>Windows 11 Operating System</td>\n",
       "      <td>512 GB SSD</td>\n",
       "      <td>39.62 cm (15.6 Inch) Display</td>\n",
       "      <td>1 Year Carry-in Warranty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HP 2023 Athlon Dual Core 3050U - (8 GB/512 GB ...</td>\n",
       "      <td>26990.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2,776 Ratings &amp; 227 Reviews</td>\n",
       "      <td>AMD Athlon Dual Core Processor8 GB DDR4 RAMWin...</td>\n",
       "      <td>HP</td>\n",
       "      <td>AMD Athlon Dual Core Processor</td>\n",
       "      <td>8 GB DDR4 RAM</td>\n",
       "      <td>Windows 11 Operating System</td>\n",
       "      <td>512 GB SSD</td>\n",
       "      <td>39.62 cm (15.6 Inch) Display</td>\n",
       "      <td>1 Year Onsite Warranty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>APPLE 2022 MacBook AIR M2 - (8 GB/256 GB SSD/M...</td>\n",
       "      <td>87990.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3,207 Ratings &amp; 252 Reviews</td>\n",
       "      <td>Apple M2 Processor8 GB Unified Memory RAMMac O...</td>\n",
       "      <td>APPLE</td>\n",
       "      <td>Apple M2 Processor</td>\n",
       "      <td>8 GB Unified Memory RAM</td>\n",
       "      <td>Mac OS Operating System</td>\n",
       "      <td>256 GB SSD</td>\n",
       "      <td>34.54 cm (13.6 Inch) Display</td>\n",
       "      <td>1 Year Limited Warranty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Infinix INBook Y1 Plus Intel Core i3 10th Gen ...</td>\n",
       "      <td>23990.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3,042 Ratings &amp; 387 Reviews</td>\n",
       "      <td>Intel Core i3 Processor (10th Gen)8 GB LPDDR4X...</td>\n",
       "      <td>Infinix</td>\n",
       "      <td>Intel Core i3 Processor</td>\n",
       "      <td>(10th Gen)8 GB LPDDR4X RAM</td>\n",
       "      <td>64 bit Windows 11 Operating System</td>\n",
       "      <td>512 GB SSD</td>\n",
       "      <td>39.62 cm (15.6 inch) Display</td>\n",
       "      <td>1 Year Onsite Warranty</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       Product Title  Product Price  \\\n",
       "0  Primebook Wifi MT8183 - (4 GB/64 GB EMMC Stora...         8990.0   \n",
       "1  ASUS TUF Gaming F15 - AI Powered Gaming Core i...        51990.0   \n",
       "2  HP 2023 Athlon Dual Core 3050U - (8 GB/512 GB ...        26990.0   \n",
       "3  APPLE 2022 MacBook AIR M2 - (8 GB/256 GB SSD/M...        87990.0   \n",
       "4  Infinix INBook Y1 Plus Intel Core i3 10th Gen ...        23990.0   \n",
       "\n",
       "   Product Rating               Product Review  \\\n",
       "0             4.2    773 Ratings & 207 Reviews   \n",
       "1             4.3  1,768 Ratings & 177 Reviews   \n",
       "2             4.1  2,776 Ratings & 227 Reviews   \n",
       "3             4.7  3,207 Ratings & 252 Reviews   \n",
       "4             4.2  3,042 Ratings & 387 Reviews   \n",
       "\n",
       "                                     Product Feature      Brand  \\\n",
       "0  MediaTek MT8183 Processor4 GB LPDDR4 RAMAndroi...  Primebook   \n",
       "1  Intel Core i5 Processor (11th Gen)8 GB DDR4 RA...       ASUS   \n",
       "2  AMD Athlon Dual Core Processor8 GB DDR4 RAMWin...         HP   \n",
       "3  Apple M2 Processor8 GB Unified Memory RAMMac O...      APPLE   \n",
       "4  Intel Core i3 Processor (10th Gen)8 GB LPDDR4X...    Infinix   \n",
       "\n",
       "                        Processor                         RAM  \\\n",
       "0       MediaTek MT8183 Processor             4 GB LPDDR4 RAM   \n",
       "1         Intel Core i5 Processor     (11th Gen)8 GB DDR4 RAM   \n",
       "2  AMD Athlon Dual Core Processor               8 GB DDR4 RAM   \n",
       "3              Apple M2 Processor     8 GB Unified Memory RAM   \n",
       "4         Intel Core i3 Processor  (10th Gen)8 GB LPDDR4X RAM   \n",
       "\n",
       "                                   OS     Storage  \\\n",
       "0            Android Operating System         NaN   \n",
       "1         Windows 11 Operating System  512 GB SSD   \n",
       "2         Windows 11 Operating System  512 GB SSD   \n",
       "3             Mac OS Operating System  256 GB SSD   \n",
       "4  64 bit Windows 11 Operating System  512 GB SSD   \n",
       "\n",
       "                        Display                       Warranty  \n",
       "0  29.46 cm (11.6 Inch) Display  1 Year Pick and Drop Warranty  \n",
       "1  39.62 cm (15.6 Inch) Display       1 Year Carry-in Warranty  \n",
       "2  39.62 cm (15.6 Inch) Display         1 Year Onsite Warranty  \n",
       "3  34.54 cm (13.6 Inch) Display        1 Year Limited Warranty  \n",
       "4  39.62 cm (15.6 inch) Display         1 Year Onsite Warranty  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/laptop_clean_data.csv\")\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9462367f-daa9-496e-adb0-dc11959e2043",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Product Price', ylabel='Density'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=df, x='Product Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b584fe8-7b3f-4e3b-954f-ad29ea8f23c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Brand', ylabel='count'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "\n",
    "sns.countplot(data=df, x='Brand')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5735d994-393f-4fff-96a0-43f33724cc42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "\n",
    "sns.boxplot(data=df, x='Brand', y='Product Price')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3676fbba-4e94-42a8-a856-68e8a4c204c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">Product Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brand</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALIENWARE</th>\n",
       "      <td>190490.0</td>\n",
       "      <td>224990.0</td>\n",
       "      <td>207740.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APPLE</th>\n",
       "      <td>86990.0</td>\n",
       "      <td>285499.0</td>\n",
       "      <td>139260.210526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASUS</th>\n",
       "      <td>10990.0</td>\n",
       "      <td>379990.0</td>\n",
       "      <td>68753.771536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acer</th>\n",
       "      <td>13990.0</td>\n",
       "      <td>164990.0</td>\n",
       "      <td>53604.672727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHUWI</th>\n",
       "      <td>18990.0</td>\n",
       "      <td>20990.0</td>\n",
       "      <td>20590.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DELL</th>\n",
       "      <td>27690.0</td>\n",
       "      <td>237890.0</td>\n",
       "      <td>60489.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIGABYTE</th>\n",
       "      <td>77390.0</td>\n",
       "      <td>148500.0</td>\n",
       "      <td>114394.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HP</th>\n",
       "      <td>17990.0</td>\n",
       "      <td>271500.0</td>\n",
       "      <td>60687.649485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Infinix</th>\n",
       "      <td>22990.0</td>\n",
       "      <td>86133.0</td>\n",
       "      <td>35322.304348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lenovo</th>\n",
       "      <td>18990.0</td>\n",
       "      <td>244801.0</td>\n",
       "      <td>52270.422764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MICROSOFT</th>\n",
       "      <td>107999.0</td>\n",
       "      <td>269999.0</td>\n",
       "      <td>156499.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSI</th>\n",
       "      <td>27990.0</td>\n",
       "      <td>420000.0</td>\n",
       "      <td>99890.678571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primebook</th>\n",
       "      <td>8990.0</td>\n",
       "      <td>15606.0</td>\n",
       "      <td>11995.588235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAMSUNG</th>\n",
       "      <td>29990.0</td>\n",
       "      <td>139990.0</td>\n",
       "      <td>78656.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ultimus</th>\n",
       "      <td>9990.0</td>\n",
       "      <td>29990.0</td>\n",
       "      <td>16490.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wings</th>\n",
       "      <td>24990.0</td>\n",
       "      <td>41990.0</td>\n",
       "      <td>25694.545455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEBRONICS</th>\n",
       "      <td>26990.0</td>\n",
       "      <td>52990.0</td>\n",
       "      <td>42323.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>realme</th>\n",
       "      <td>31990.0</td>\n",
       "      <td>46990.0</td>\n",
       "      <td>41990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>walker</th>\n",
       "      <td>30000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>30000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Product Price                         \n",
       "                    min       max           mean\n",
       "Brand                                           \n",
       "ALIENWARE      190490.0  224990.0  207740.000000\n",
       "APPLE           86990.0  285499.0  139260.210526\n",
       "ASUS            10990.0  379990.0   68753.771536\n",
       "Acer            13990.0  164990.0   53604.672727\n",
       "CHUWI           18990.0   20990.0   20590.000000\n",
       "DELL            27690.0  237890.0   60489.000000\n",
       "GIGABYTE        77390.0  148500.0  114394.400000\n",
       "HP              17990.0  271500.0   60687.649485\n",
       "Infinix         22990.0   86133.0   35322.304348\n",
       "Lenovo          18990.0  244801.0   52270.422764\n",
       "MICROSOFT      107999.0  269999.0  156499.000000\n",
       "MSI             27990.0  420000.0   99890.678571\n",
       "Primebook        8990.0   15606.0   11995.588235\n",
       "SAMSUNG         29990.0  139990.0   78656.666667\n",
       "Ultimus          9990.0   29990.0   16490.000000\n",
       "Wings           24990.0   41990.0   25694.545455\n",
       "ZEBRONICS       26990.0   52990.0   42323.333333\n",
       "realme          31990.0   46990.0   41990.000000\n",
       "walker          30000.0   30000.0   30000.000000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g = df.groupby(['Brand'])\n",
    "\n",
    "report = g.agg({'Product Price' : ['min', 'max', 'mean']})\n",
    "\n",
    "report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "534b5719-b09a-4f53-96d8-8fc1df9c6b71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex([('Product Price',  'min'),\n",
       "            ('Product Price',  'max'),\n",
       "            ('Product Price', 'mean')],\n",
       "           )"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9c16e963-c1a7-4b57-b3dc-0ec0e9a1ec8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Brand'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "\n",
    "report[('Product Price',  'max')].plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "494ee1bc-cf54-42ff-bec8-d9c74a4eacf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Brand'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "\n",
    "report[('Product Price',  'min')].plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "595ff6d5-6b6c-41cc-aa4d-9ee3626e617a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
